Prepare Data for SVD Analysis

Creating folder svd_plots/columns-tempC

Creating svd file for columns-tempC

SVD

Loading svd file for columns-tempC

Precision of SVD Resconstrucion

Full Reconstruction & Lower Rank Reconstruction

Diff: 1.8466352624188308e-14
Diff reconstruction: 0.2720725151266821

Average SVD Error

Dates to Concept - SVD_U

Towns to Concept - SVD_V

Singular Vector - SVD_S

'15675.02495745019; 1848.6904002556807; 1046.3923388523772; 696.9552993908046; 410.7414597909967; 341.02734954604915; 263.04881779581825; 208.3138429808701; 147.48418575445393; 127.36042597748074; 118.99987543746376; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.5412279752757437e-12; 1.2093590329467987e-12'

SVD Maps

Ploting map for k = 0

Ploting map for k = 1

Ploting map for k = 2

Ploting map for k = 3

Ploting map for k = 4

Export to HTML

[NbConvertApp] Converting notebook svd.ipynb to HTML
[NbConvertApp] Writing 7660026 bytes to output/columns-tempC_svd.html